University of Pittsburgh · VA Pittsburgh Healthcare System

REPAIR-ICU Lab

Recovery, EPigenetics and Inflammaging Research after Critical Illness

Understanding why some patients bounce back after critical illness — and why others don't.

Pittsburgh, PA

#About

Every year, millions of patients survive sepsis and critical illness, but survival is only the beginning of the story. Many survivors experience accelerated aging, recurrent hospitalizations, and declines in function and quality of life that persist long after the ICU. We are the REPAIR-ICU Lab at the University of Pittsburgh and VA Pittsburgh Healthcare System, led by Florian Mayr, MD, MPH. We study the biology and epidemiology of recovery after critical illness: why trajectories diverge, which mechanisms drive inflammaging and cellular senescence in survivors, and how health systems can deliver high-quality post-ICU care. Our work spans molecular epidemiology, national VA and Medicare data, adaptive platform trials, and EHR-embedded informatics, supported by the National Institute of General Medical Sciences (R35 GM166313) and the Department of Veterans Affairs.

#Research

🧬Biology of Recovery & Inflammaging

The core of our NIGMS-funded R35 program: longitudinal blood-based measures of epigenetic age, inflammation, and cellular senescence in sepsis survivors, to define the mechanisms of accelerated biological aging after critical illness — and ultimately targets to slow it.

🏥High-Quality Post-ICU Care Delivery

From our Post-Acute Recovery Center (PARC) at VA Pittsburgh to national analyses of VA and community care, we study how survivors navigate care after the ICU, where follow-up breaks down, and how scalable recovery programs (SPARC/SPARCLE) can deliver consistent, high-quality care to every survivor.

📊Adaptive Platform Trials

As part of the international REMAP-CAP platform trial, we help design and monitor adaptive, Bayesian trials that learn as they go — including the immunomodulation domain that changed global COVID-19 care.

💻Clinical Informatics & Dashboards

EHR-embedded prediction models for sepsis and readmission, ICU quality dashboards, and human-centered decision support — making recovery science usable at the bedside and across a national health system.

#Featured Papers

Hahn Z, Naiditch H, Talisa V, Tyler B, Hotchkiss JR, McVerry BJ, Yende S, Mayr FB. Intensive Care Unit Admissions Purchased or Delivered by Veterans in the VA Health Care System. JAMA Health Forum. 2025. PMID: 41385207. TEAM-LED

Using national VA data, we mapped where Veterans actually receive ICU care — inside VA hospitals versus purchased community care — with direct implications for how the VA plans, staffs, and pays for critical care. (Team-led: Zachary Hahn)

Hahn Z, Naiditch H, Brucato MF, Talisa V, Tyler B, Hotchkiss JR, Yende S, McVerry BJ, Mayr FB. Post-ICU Care Trajectories and Outcomes Among Veterans: Comparing Veterans Affairs and Community Hospital Discharges. Chest. 2026. PMID: 41110691. TEAM-LED

Comparing post-ICU care trajectories after VA versus community hospital discharges, this CHEST paper shows how fragmented follow-up shapes outcomes for Veterans — motivating our SPARCLE program of scalable recovery care. (Team-led: Zachary Hahn)

Talisa VB, Yende SP, Angus DC, Bellomo R, Chang CH, Cooper GF, Harrison DA, Higgins A, Kennedy JN, Mayr FB, et al. Relationship Between Phenotyping and Individualized Absolute Risk Differences in Sepsis: A Secondary Analysis of Two Approaches in Two Multicenter Trials. Crit Care Explor. 2025. PMID: 41098209. TEAM-LED

Do sepsis phenotypes actually change treatment decisions? Victor Talisa compared phenotype-based and individualized absolute-risk approaches in two multicenter trials, sharpening how precision medicine should be operationalized in sepsis. (Team-led: Victor Talisa)

#Journal Club — What We're Reading

Recent high-impact papers in biomonitoring and longevity — pulled from the lab's Zotero collections, with our takes.

BIOMONITORING Subdermal Insertable Sensors for Health Monitoring: Applications, Challenges, and Emerging Technologies. Zhu H, Du L, Liu X, Richardson A. Annals of Biomedical Engineering. 2026.
BIOMONITORING A cross-modal epidermal sensor enables single-channel fusion of biopotential and biomechanical signals. Wu X, Zhu C, Zheng L, Song Y, Wang J, Zhang X, Yao Z, Han Y, Wang Z, Jiang Z, Liu Z, Liu Y, et al. Nature Sensors. 2026.
BIOMONITORING A fully integrated smart ring for daily biochemical monitoring. Saha T, Ding S, Qin S, Fishman H, Pham R, Gu T, Lin M, Xian Y, Sabbagh B, Abdal A, Ji G, Sakdaphetsiri K, Lam Y, Khan M, Luan H, Wang Z, Tang S, Djassemi O, Sandhu S, Xu S, Wang J, et al. Nature Communications. 2026.
LONGEVITY Temporal dynamics of the human blood proteome in ageing and disease. Wu W, Yang Z, Cheng L, Fan J, Zhang C, Yuan Y, Bu Y, Deng X, Jia P, Liu Y, Zhang Y, Qi Y, Dong X, Hu W, Sun Q, Liao C, Xu Z, Ding W, Hu X, Wang J, Xiao R, Liu J, et al. Nature Health. 2026.
LONGEVITY The hallmarks of protein and amino acid restriction in aging and longevity. Knopf B, Lamming D. Cell Press Blue. 2026.

#Recent Publications

9,913
Citations
41
h-index
93
PubMed publications
2
Active federal awards
  1. Yende S, Talisa VB, Mayes K, Williams K, Malito A, Mayr FB, Angus DC, Awdish R, Liang Q, Rak KJ, et al. Remote Monitoring Approaches to Reduce Readmissions After Infection and Sepsis: A Randomized Clinical Trial. JAMA Netw Open. 2026. PMID: 42275060.
  2. Hahn Z, Tyler B, Atwood C, Hotchkiss JR, Mayr FB. Post-Intensive Care Fragmentation Among Rural Veterans: Transitions Between VA and Community Health Systems. J Rural Health. 2026. PMID: 42233317. TEAM-LED
  3. Venkatesan N, Shah FA, Bain W, Yang Z, Dela Cruz CS, Baron RM, Zuchelkowski B, Rizzo AN, Joshi S, …, Mayr FB, et al. Risk heterogeneity within hypoinflammatory acute respiratory failure: continuous probabilities identify high-risk patients masked by binary classification. Intensive Care Med. 2026. PMID: 42043553.
  4. Olszewski AE, Butler RA, Ashana DC, Carson S, Cox CE, Hough CL, Hwang DY, Maloney D, Mayr F, Menon V, et al. Protocol for a randomized trial of a scalable, interactive tool to support surrogate decision-makers of critically ill patients. Contemp Clin Trials. 2026. PMID: 41730449.
  5. Naiditch H, Talisa VB, Magnani JW, Nouraie SM, Yende S, Mayr FB. Racial and Ethnic Inequalities Among Survivors of Critical Illness in the MIMIC-IV Database. J Intensive Care Med. 2026. PMID: 41295887.
  6. Hahn Z, Naiditch H, Brucato MF, Talisa V, Tyler B, Hotchkiss JR, Yende S, McVerry BJ, Mayr FB. Post-ICU Care Trajectories and Outcomes Among Veterans: Comparing Veterans Affairs and Community Hospital Discharges. Chest. 2026. PMID: 41110691. TEAM-LED
  7. Hahn Z, Naiditch H, Talisa V, Tyler B, Hotchkiss JR, McVerry BJ, Yende S, Mayr FB. Intensive Care Unit Admissions Purchased or Delivered by Veterans in the VA Health Care System. JAMA Health Forum. 2025. PMID: 41385207. TEAM-LED
  8. Naiditch H, Talisa VB, Magnani JW, Nouraie SM, Yende S, Mayr FB. Identifying racial inequalities in long-term outcomes among survivors of critical illness with sepsis in a US cohort: a retrospective cohort study. BMJ Open. 2025. PMID: 41290296.
  9. Inman K, Chernus J, Lee M, Alder JK, Shah FA, Mayr FB, Dempsey T, Nouraie SM, Dela Cruz C, Ferreira VP, et al. Genetic Variation in the Alternative Complement Pathway Contributes to Individual Susceptibility to Bacteremia and Sepsis. Crit Care Explor. 2025. PMID: 41165296.
  10. Talisa VB, Yende SP, Angus DC, Bellomo R, Chang CH, Cooper GF, Harrison DA, Higgins A, Kennedy JN, Mayr FB, et al. Relationship Between Phenotyping and Individualized Absolute Risk Differences in Sepsis: A Secondary Analysis of Two Approaches in Two Multicenter Trials. Crit Care Explor. 2025. PMID: 41098209. TEAM-LED

#Talks

Upcoming

September 14–16, 2026
ICU Quality Dashboards — Invited Presentation
posit::conf(2026) · Houston, TX
April 6, 2027
Grand Rounds (scheduled)
UPMC McKeesport · McKeesport, PA

Recent

June 11–12, 2026
Big Data and Sepsis (Panel)
Sepsis Alliance · Washington, DC
April 3, 2026
"Beyond the Brink" — Medicine Grand Rounds
University of Washington · Seattle, WA

#People

Florian B. Mayr, MD, MPH
Florian B. Mayr MD, MPH
Principal Investigator

Associate Professor of Critical Care Medicine at the University of Pittsburgh; intensivist and physician-scientist at VA Pittsburgh, where he directs the Post-Acute Recovery Center (PARC) and serves as Assistant VP for Education and Research of the critical care service line.

Zachary Hahn, MD
Zachary Hahn MD
Emergency & Critical Care Medicine · Data Science

Medical Director of the Special Care Unit at VA Maine (Togus) and Assistant Research Professor of Medicine, University of Maine Orono. Dual-boarded in emergency and critical care medicine with graduate training in health informatics; first author on the group's recent JAMA Health Forum and CHEST papers.

Victor Talisa, PhD
Victor Talisa PhD
Biostatistics & Trial Methodology

Assistant Professor of Critical Care Medicine and Biostatistics, University of Pittsburgh. Works on identifying patient subgroups in clinical trials, causal inference and machine learning, adaptive trial design, and sepsis phenotyping; methodological lead across the lab's cohort studies and the ACCOMPLISH adaptive trial.

Collaborators: Sachin Yende, MD, MS (University of Pittsburgh) · Bryan McVerry, MD (University of Pittsburgh, Pulmonary, Allergy & Critical Care Medicine) · Pittsburgh Acute Lung Injury Registry (ALIR) Group (University of Pittsburgh / UPMC)

#News

2026-09
ICU dashboards at posit::conf(2026)

Dr. Mayr presents the lab's ICU quality dashboard work at posit::conf in Houston, September 14–16.

2026-08
For rural Veterans, the road back from the ICU is fragmented

Zachary Hahn's new analysis in the Journal of Rural Health tracks how rural Veterans move between VA and community health systems after intensive care, and where continuity of care breaks down along the way.

2026-08
REPAIR-ICU funded! NIGMS awards Dr. Mayr an R35 MIRA

The lab's five-year program on recovery, epigenetics, and inflammaging after critical illness (R35 GM166313, $1.9M) begins August 2026.

2026-04
"Beyond the Brink" — Grand Rounds at the University of Washington

Dr. Mayr spoke on long-term outcomes after sepsis and the case for post-ICU recovery care at UW Medicine Grand Rounds in Seattle.

2025-11
Where do Veterans receive ICU care?

Zachary Hahn's analysis of ICU admissions purchased or delivered by the VA appears in JAMA Health Forum.

#Funding

#Join Us

We are always interested in motivated trainees — medical students, residents, fellows, and graduate students — who want to work at the intersection of critical care, aging biology, health equity, and data science. Reach out by email with a CV and a short note about your interests. florian.mayr@pitt.edu